Credal Large Language Models for Semantic Commitment under Uncertainty
An ensemble of LoRA adapters induces a credal set whose lower and upper probabilities expose the spread of plausible predictive distributions rather than collapsing to a single softmax output, and derives two complementary commitment scores.
S. K. Manchingal, S. Nikolenko, Fabio Cuzzolin
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